counterfactual augmentation

Gradient Descenders at SemEval-2026 Task 9: Data-Centric Counterfactual Augmentation for Multi-Label Hate Speech Detection SemEval 2026 Mitigating Length Bias in RLHF Through a Causal Lens AAAI 2026 CoBA: Counterbias Text Augmentation for Mitigating Various Spurious Correlations via Semantic Triples EMNLP 2025 One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation AAAI 2025 Rhetorical Device-Aware Sarcasm Detection with Counterfactual Data Augmentation ACL 2025 Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025 CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and Calibration EACL 2024 Consistent Document-level Relation Extraction via Counterfactuals EMNLP 2024 Debiasing Multimodal Sarcasm Detection with Contrastive Learning AAAI 2024 Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation CVPR 2024 Diffusion Based Counterfactual Augmentation for Dual Sentiment Classification COLING 2024 Federated Self-Explaining GNNs with Anti-shortcut Augmentations ICML 2024 Multi-Aspect Controllable Text Generation with Disentangled Counterfactual Augmentation ACL 2024 Opinions Are Not Always Positive: Debiasing Opinion Summarization with Model-Specific and Model-Agnostic Methods COLING 2024 PairCFR: Enhancing Model Training on Paired Counterfactually Augmented Data through Contrastive Learning ACL 2024 A Multidimensional Analysis of Social Biases in Vision Transformers ICCV 2023 CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation ACL 2023 Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers ACL 2023 Counterfactual Augmentation for Multimodal Learning Under Presentation Bias EMNLP 2023 EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification EMNLP 2023 Generating Commonsense Counterfactuals for Stable Relation Extraction EMNLP 2023 Learning Interpretable Low-dimensional Representation via Physical Symmetry NeurIPS 2023 Leveraging Domain Knowledge for Inclusive and Bias-aware Humanitarian Response Entry Classification IJCAI 2023 Relation-based Counterfactual Data Augmentation and Contrastive Learning for Robustifying Natural Language Inference Models Interspeech 2023 An Investigation of the (In)effectiveness of Counterfactually Augmented Data ACL 2022